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Comprehensive research document exploring the 2026 UW-Madison discovery
that biological tissues can exhibit negative effective viscosity. This
challenges traditional models of cell migration and provides a novel
framework for understanding collective behavior in multi-agent systems.

Key concepts covered:

  • Energy injection mechanism bypassing thermodynamic constraints
  • Mathematical framework for active stress and effective viscosity
  • Comparison with traditional migration models (leader-follower vs distributed)
  • Computational modeling approaches (ESPResSo, HoomD-blue, NumPy)
  • Applications to scheduling optimization (constraint alignment)
  • Medical applications for wound healing

https://claude.ai/code/session_016uTrKLfDFPKA2RhscnBZJA

Comprehensive research document exploring the 2026 UW-Madison discovery
that biological tissues can exhibit negative effective viscosity. This
challenges traditional models of cell migration and provides a novel
framework for understanding collective behavior in multi-agent systems.

Key concepts covered:
- Energy injection mechanism bypassing thermodynamic constraints
- Mathematical framework for active stress and effective viscosity
- Comparison with traditional migration models (leader-follower vs distributed)
- Computational modeling approaches (ESPResSo, HoomD-blue, NumPy)
- Applications to scheduling optimization (constraint alignment)
- Medical applications for wound healing

https://claude.ai/code/session_016uTrKLfDFPKA2RhscnBZJA
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github-actions bot commented Feb 2, 2026

🟠 Large PR Detected

This PR modifies 2 files with 935 total changes.

Recommendations:

  • Consider breaking this into smaller, focused PRs
  • Smaller PRs are easier to review and less likely to introduce bugs
  • Aim for < 500 lines of changes per PR when possible

If this PR cannot be split, please add a detailed description explaining the scope.

@Euda1mon1a Euda1mon1a merged commit 55f2936 into main Feb 2, 2026
105 of 121 checks passed
@Euda1mon1a Euda1mon1a deleted the claude/negative-viscosity-research-0sHg3 branch February 2, 2026 06:53
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3 participants